Set path Laura: ONLY USE FOR LAURA

#base_path <- "//home.kt.ktzh.ch/B117T23$/Desktop/Riskktaking/Data"
base_path <- "/Users/laurabazzigher/Documents/GitHub/risk_wvs/data/dataset/Data_S3"

Load libraries

library("dplyr")
library("tidyverse")
library("tidyr")
library("readxl")

library(rgho)

Load dataset to create Hardship-Index

risktaking <- read.csv(file.path(base_path, "gps_wvs_combined.csv"), header=TRUE, as.is=TRUE)
hardship_Original <- read.csv(file.path(base_path, "countryfacts_cleaned.csv"), header=TRUE, as.is=TRUE)
str(risktaking)
## 'data.frame':    229065 obs. of  9 variables:
##  $ country       : chr  "Turkey" "Turkey" "Turkey" "Turkey" ...
##  $ isocode       : chr  "TUR" "TUR" "TUR" "TUR" ...
##  $ gender        : int  1 1 1 0 0 0 1 0 0 0 ...
##  $ age           : num  -0.931 0.497 -1.229 -1.05 -1.05 ...
##  $ hardship_index: num  0.0781 0.0781 0.0781 0.0781 0.0781 ...
##  $ risktaking    : num  60.2 53.9 60.2 62.7 61.2 ...
##  $ source        : chr  "gps" "gps" "gps" "gps" ...
##  $ worldmap      : chr  "both" "both" "both" "both" ...
##  $ age_category  : chr  "Young Adults (25-34)" "Mature Adults (45-54)" "Youth (15-24)" "Youth (15-24)" ...

Hardship Countrylist

hardship_environment <- risktaking %>%
  group_by(country, isocode) %>%  # Gruppierung nach Land und ISO-Code
  summarise(
    avg_age = mean(age, na.rm = TRUE),  # Durchschnittsalter, NA-Werte ignorieren
    avg_hardship_index = mean(hardship_index, na.rm = TRUE),  # Durchschnittlicher Hardship-Index
    avg_risktaking = mean(risktaking, na.rm = TRUE),  # Durchschnittliches Risikoverhalten
  ) %>%
  rename(COUNTRY = isocode) %>%  # Umbenennen von 'isocode' zu 'COUNTRY'
  arrange(country)  # Sortieren der Ergebnisse nach Land

hardship_Original <- hardship_Original %>%
  rename(COUNTRY = code) %>%
  select(COUNTRY, homiciderate, gdp, infantmortality, lifeexpectancy, gini, femalemale_primedu, hardship_index)

hardship_environment <- hardship_Original %>%
  full_join(hardship_environment, by = "COUNTRY")

# Löschen aller Einträge zu "Serbia and Montenegro"
risktaking <- risktaking %>%
  filter(country != "Serbia and Montenegro")

hardship_Finance <- hardship_environment %>%
  filter(COUNTRY != "Serbia and Montenegro")

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     AND  -0.37932540 -1.0837948     -1.34931275     -1.2409599 -1.2724280
## 4     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 5     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 6     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
##   femalemale_primedu hardship_index     country     avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.69804334         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.30657247        -0.30859746
## 3        -0.27552784    -0.93355812     Andorra -0.06025079        -0.93355812
## 4        -0.27552784    -0.03159187   Argentina  0.17942269        -0.03159187
## 5         0.01555433    -0.21638627     Armenia  0.28752726        -0.21638627
## 6        -0.29382066    -0.86695006   Australia  0.55954069        -0.86695006
##   avg_risktaking
## 1       51.72412
## 2       53.03729
## 3       51.90591
## 4       48.60275
## 5       48.98472
## 6       49.05534

Copy and rename original hardship-Variables

# Umformen des 'hardship_Original' Datensatzes
hardship_environment <- hardship_environment %>%
  mutate(
    HS_original_infantmortality = infantmortality,
    HS_original_lifeexpectancy = lifeexpectancy,
    e_original_gini = gini,
    f_original_gini = gini,
    c_original_homiciderate = homiciderate,
    f_original_gdp = gdp,
    HS_original_genderequality = femalemale_primedu
  )

# Überprüfung der neuen Struktur
str(hardship_environment)
## 'data.frame':    106 obs. of  19 variables:
##  $ COUNTRY                    : chr  "AFG" "DZA" "AND" "ARG" ...
##  $ homiciderate               : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ gdp                        : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ infantmortality            : num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ lifeexpectancy             : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ gini                       : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ femalemale_primedu         : num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
##  $ hardship_index             : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ country                    : chr  "Afghanistan" "Algeria" "Andorra" "Argentina" ...
##  $ avg_age                    : num  -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
##  $ avg_hardship_index         : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ avg_risktaking             : num  51.7 53 51.9 48.6 49 ...
##  $ HS_original_infantmortality: num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ HS_original_lifeexpectancy : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ e_original_gini            : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ f_original_gini            : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ c_original_homiciderate    : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ f_original_gdp             : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ HS_original_genderequality : num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...

GHO Data

Liste aller verfügbaren Dimensionen

dimensions <- get_gho_dimensions()

Werte für die Dimension “GHO” abrufen

gho_values <- get_gho_values("GHO")
# View(gho_values) # Öffnet die Werte in RStudio

# Beispiel: Suche nach "SA_0000001837"
gho_values[grepl("SA_0000001699", gho_values$Code), ]
## A 'GHO' object of 2 elements.
## 
##                        Code                                   Title
## 2154          SA_0000001699            Age limits off-premise sales
## 2155 SA_0000001699_ARCHIVED Age limits off-premise sales (archived)

Abrufen der Daten für den spezifischen Indikatorcode

e_exp_airdeath100k <- get_gho_data(code = "SDGAIRBODA")  # Household and ambient air pollution attributable death rate (per 100 000 population, age-standardized)
e_exp_disaster <- get_gho_data(code = "SDGDISASTER") # Average death rate due to natural disasters (per 100 000 population)
e_exp_watersanithyg <- get_gho_data(code = "WSH_10")  # Number of diarrhoea deaths from inadequate water, sanitation and hygiene
e_exp_watersanithyg100k <- get_gho_data(code = "WSH_3")  # Water, sanitation and hygiene attributable deaths per 100'000 capita
e_oth_drinkingwater <- get_gho_data(code = "WSH_WATER_BASIC")  # Population using at least basic drinking-water services (%)
e_oth_safewater <- get_gho_data(code = "WSH_WATER_SAFELY_MANAGED")  # Population using safely managed drinking-water services (%)
#e_exp_airdeath <- get_gho_data(code = "AIR_35") # Household and ambient air pollution attributable deaths
#e_exp_airdaly <- get_gho_data(code = "AIR_60") # Household and ambient air pollution attributable DALYs
#e_oth_climatdeath100k <- get_gho_data(code = "CC_3")  # Climate change attributable deaths per 100'000 capita
#e_exp_water <- get_gho_data(code = "WSH_10_WAT")  # Number of diarrhoea deaths from inadequate water
#e_oth_climatdaly100k <- get_gho_data(code = "CC_4")  # Climate change attributable DALYs per 100'000 capita
#e_oth_climatchilddeath100k <- get_gho_data(code = "CC_6")  # Climate change  attributable deaths per 100'000 children under 5 years
#e_oth_climatchilddaly100k <- get_gho_data(code = "CC_8")  # Climate change  attributable DALYs per 100'000 children under 5 years
#e_exp_noise <- get_gho_data(code = "OCC_14")  # Occupational noise attributable DALYs per 100'000 capita
#e_oth_waterpoll <- get_gho_data(code = "WSH_DOMESTIC_WASTe_SAFELY_TREATED")  # SDG 6.3.1 Proportion of safely treated domestic wastewater flows (%)

# Erste Zeilen der Daten anzeigen
#view(e_exp_airdeath100k)
#view(e_exp_disaster)
#view(e_exp_watersanithyg)
#view(e_exp_watersanithyg100k)
#view(e_oth_drinkingwater)
#view(e_oth_safewater)
#view(e_oth_climatstrategy)

Select important rows

e_oth_safewater <- e_oth_safewater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_oth_drinkingwater <- e_oth_drinkingwater %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, RESIDENCEAREATYPE)
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>% select(IndicatorCode, NumericValue, COUNTRY)
e_exp_watersanithyg <- e_exp_watersanithyg %>% select(IndicatorCode, NumericValue, COUNTRY, SEX, AGEGROUP)
e_exp_disaster <- e_exp_disaster %>% select(IndicatorCode, Value, COUNTRY, YEAR)
e_exp_airdeath100k <- e_exp_airdeath100k %>% select(IndicatorCode, NumericValue, COUNTRY, YEAR, SEX, GHECAUSE)

#view(e_exp_airdeath100k)
#head(e_oth_safewater)
#str(e_exp_disaster)
#head(e_oth_drinkingwater)
#head(e_exp_watersanithyg100k)
#head(e_exp_watersanithyg)
#head(e_exp_disaster)
#head(e_exp_airdeath100k)

e_oth_safewater

# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_safewater <- e_oth_safewater %>%
  mutate(NumericValue = as.numeric(NumericValue))

# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_safewater <- e_oth_safewater %>%
  filter(!is.na(COUNTRY))

# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_safewater <- e_oth_safewater %>%
  filter(RESIDENCEAREATYPE == "TOTL")

# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_safewater <- e_oth_safewater %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)  # Jahre als Spalten

# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_safewater <- e_oth_safewater %>%
  mutate(
    e_oth_safewater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE) 
  )

# Überprüfen der Ergebnisse
head(e_oth_safewater)
## # A tibble: 6 × 25
##   COUNTRY `2013` `2014` `2009` `2012` `2005` `2017` `2002` `2010` `2000` `2019`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 MAR       62.6   65.7   50.6   59.5  43.8    71.5  42.4    53.5  41.5    73.6
## 2 MWI       12.5   13.1   10.6   12.0   8.87   14.7   7.68   11.1   6.93   15.9
## 3 ALB       68.5   70.6   60.3   66.4  52.6    70.6  49.0    62.3  49.1    70.7
## 4 SUR       54.3   54.5   53.5   54.1  52.7    55.1  52.1    53.7  51.6    55.5
## 5 POL       92.4   92.0   93.5   92.7  92.0    91.0  NA      93.2  NA      90.3
## 6 LVA       94.6   94.8   93.4   94.3  92.6    95.7  92.4    93.7  92.4    96.3
## # ℹ 14 more variables: `2018` <dbl>, `2008` <dbl>, `2015` <dbl>, `2007` <dbl>,
## #   `2003` <dbl>, `2020` <dbl>, `2016` <dbl>, `2011` <dbl>, `2021` <dbl>,
## #   `2006` <dbl>, `2022` <dbl>, `2004` <dbl>, `2001` <dbl>,
## #   e_oth_safewater <dbl>

e_oth_drinkingwater

# 1. Werte in NumericValue in numerische Werte umwandeln
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  mutate(NumericValue = as.numeric(NumericValue))

# 2. Alle Zeilen mit NA in COUNTRY löschen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  filter(!is.na(COUNTRY))

# 3. Filtern, um nur Zeilen mit RESIDENCEAREATYPE == "TOTL" zu behalten
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  filter(RESIDENCEAREATYPE == "TOTL")

# 4. Die Daten so transformieren, dass die Jahre als Spalten ausgewiesen werden
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)  # Jahre als Spalten

# 5. Durchschnitt der Werte zwischen 2005 und 2014 berechnen
e_oth_drinkingwater <- e_oth_drinkingwater %>%
  mutate(
    e_oth_drinkingwater = rowMeans(select(., `2005`:`2014`), na.rm = TRUE)  # Durchschnitt berechnen
  )

# Überprüfen der Ergebnisse
head(e_oth_drinkingwater)
## # A tibble: 6 × 25
##   COUNTRY `2016` `2020` `2009` `2005` `2007` `2001` `2021` `2006` `2015` `2013`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 BWA       89.5   92.3   81.7   76.3   78.9   75.5   92.4   77.4   88.5   86.5
## 2 GIN       64.0   68.9   56.3   53.5   54.9   50.7   70.2   54.2   62.8   60.5
## 3 CHL       99.7  100     98.1   97.1   97.6   96.1  100     97.4   99.5   99.0
## 4 SUR       96.2   98.0   93.1   91.4   92.2   89.5   98.0   91.8   95.7   94.9
## 5 GRC      100    100     99.9   99.8   99.9   99.7  100     99.8  100    100. 
## 6 GMB       82.1   84.5   77.9   75.4   76.6   72.8   85.1   76.0   81.5   80.3
## # ℹ 14 more variables: `2008` <dbl>, `2022` <dbl>, `2003` <dbl>, `2011` <dbl>,
## #   `2017` <dbl>, `2019` <dbl>, `2000` <dbl>, `2002` <dbl>, `2004` <dbl>,
## #   `2014` <dbl>, `2010` <dbl>, `2018` <dbl>, `2012` <dbl>,
## #   e_oth_drinkingwater <dbl>

e_exp_watersanithyg100k

# Umbenennen der Spalte NumericValue in e_exp_watersanithyg100k
# Sicherstellen, dass NumericValue numerisch ist
e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
  mutate(NumericValue = as.numeric(NumericValue))

e_exp_watersanithyg100k <- e_exp_watersanithyg100k %>%
  rename(e_exp_watersanithyg100k = NumericValue)

# Überprüfen der Änderungen
head(e_exp_watersanithyg100k)
## A 'GHO' object of 6 elements.
## 
##   IndicatorCode e_exp_watersanithyg100k COUNTRY
## 1         WSH_3                   71.88     YEM
## 2         WSH_3                   13.24     EGY
## 3         WSH_3                  298.22     AGO
## 4         WSH_3                   25.96     ZAF
## 5         WSH_3                    1.96     TTO
## 6         WSH_3                   78.24     MRT

e_exp_watersanithyg

# 1. NumericValue in numerische Werte umwandeln und Spalte umbenennen
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  mutate(e_exp_watersanithyg = as.numeric(NumericValue)) %>%  # Umwandlung in numerisch
  select(-NumericValue)  # Entfernen der alten Spalte NumericValue

# 2. Auswahl von SEX == "BTSX"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  filter(SEX == "BTSX")

# 3. Auswahl von AGEGROUP == "YEARSALL"
e_exp_watersanithyg <- e_exp_watersanithyg %>%
  filter(AGEGROUP == "YEARSALL")

# Überprüfen der Änderungen
head(e_exp_watersanithyg)
## A 'GHO' object of 6 elements.
## 
##   IndicatorCode COUNTRY  SEX AGEGROUP e_exp_watersanithyg
## 1        WSH_10     SWZ BTSX YEARSALL                 376
## 2        WSH_10     HRV BTSX YEARSALL                  14
## 3        WSH_10     JAM BTSX YEARSALL                  20
## 4        WSH_10     JPN BTSX YEARSALL                 482
## 5        WSH_10     BIH BTSX YEARSALL                   4
## 6        WSH_10     LVA BTSX YEARSALL                   2

e_exp_disaster

library(dplyr)
library(tidyr)

# 1. Spalte `Value` in numerische Werte umwandeln
e_exp_disaster <- e_exp_disaster %>%
  mutate(Value = as.numeric(Value))

# 2. Jahre in Spalten umwandeln
e_exp_disaster <- e_exp_disaster %>%
  pivot_wider(names_from = YEAR, values_from = Value)

# 3. Durchschnitt von 2005 bis 2014 berechnen und ggf. über alle Jahre mitteln
e_exp_disaster <- e_exp_disaster %>%
  rowwise() %>%
  mutate(
    Avg_2005_2014 = mean(c_across(`2005`:`2014`), na.rm = TRUE),  # Durchschnitt von 2005 bis 2014
    e_exp_disaster = ifelse(
      all(is.na(c_across(`2005`:`2014`))),  # Wenn keine Daten von 2005 bis 2014 vorhanden sind
      mean(c_across(where(is.numeric)), na.rm = TRUE),  # Durchschnitt über alle Jahre
      Avg_2005_2014  # Ansonsten bleibt der Durchschnitt von 2005 bis 2014
    )
  ) %>%
  ungroup()

# Überprüfung der Änderungen
head(e_exp_disaster)
## # A tibble: 6 × 21
##   IndicatorCode COUNTRY `2011` `2006` `2007` `2019` `2017` `2008` `2009` `2014`
##   <chr>         <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 SDGDISASTER   CHE       4.96   5.83   5.89   9.01   3.5    5.76   5.4    3.77
## 2 SDGDISASTER   BOL       0.75   0.41   0.78   0.52   0.08   0.85   0.11   0.21
## 3 SDGDISASTER   SEN       1.53   0.67   0.98  NA     NA      0.37   0.6   NA   
## 4 SDGDISASTER   JAM       0.76   1.67   0.22  NA     NA      0.59   1.91  NA   
## 5 SDGDISASTER   ARE       1.05  NA      0.36   0.45   0.31   2.46   1.23   1.86
## 6 SDGDISASTER   CYP       1.14   0.09   0      1.38   0      0.09   0.09   0   
## # ℹ 11 more variables: `2016` <dbl>, `2015` <dbl>, `2018` <dbl>, `2020` <dbl>,
## #   `2013` <dbl>, `2005` <dbl>, `2012` <dbl>, `2010` <dbl>, `2021` <dbl>,
## #   Avg_2005_2014 <dbl>, e_exp_disaster <dbl>

e_exp_airdeath100k

library(dplyr)
library(tidyr)

# 1. Spalte NumericValue in numerische Werte umwandeln
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  mutate(NumericValue = as.numeric(NumericValue))

e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(!is.na(COUNTRY))

# 2. Auswahl von BTSX in der Spalte SEX
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(SEX == "BTSX")

# 3. Überprüfung und Auswahl von GHE000000
countries_with_GHE000000 <- e_exp_airdeath100k %>%
  filter(GHECAUSE == "GHE000000") %>%
  pull(COUNTRY) %>%
  unique()

e_exp_airdeath100k <- e_exp_airdeath100k %>%
  filter(
    COUNTRY %in% countries_with_GHE000000,  # Nur Länder mit GHE000000 behalten
    GHECAUSE == "GHE000000"  # Nur GHE000000 behalten
  )

# 4. Jahre in separate Spalten ausweisen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  select(COUNTRY, YEAR, NumericValue) %>%  # Relevante Spalten auswählen
  pivot_wider(names_from = YEAR, values_from = NumericValue)

# 5. Durchschnitt zwischen 2005 und 2014 berechnen
e_exp_airdeath100k <- e_exp_airdeath100k %>%
  rowwise() %>%
  mutate(
    Avg_2005_2014 = mean(c_across(`2010`:`2014`), na.rm = TRUE),  # Durchschnitt 2005–2014
    e_exp_airdeath100k = ifelse(
      all(is.na(c_across(`2010`:`2014`))),  # Wenn keine Werte von 2005–2014
      mean(c_across(where(is.numeric)), na.rm = TRUE),  # Durchschnitt über alle Jahre
      Avg_2005_2014  # Ansonsten 2005–2014 Durchschnitt
    )
  ) %>%
  ungroup()

# Überprüfen der Änderungen
head(e_exp_airdeath100k)
## # A tibble: 6 × 13
##   COUNTRY `2017` `2010` `2015` `2011` `2016` `2018` `2019` `2014` `2012` `2013`
##   <chr>    <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>  <dbl>
## 1 SLE     248.    281.   252.   271.  251.   246.   242.    255.   269.   261. 
## 2 AUT      19.6    25.1   22.0   24.4  19.5   19.6   17.5    20.4   23.0   22.5
## 3 JPN      13.2    17.9   14.9   17.7  14.4   12.4   11.8    15.8   16.0   16.4
## 4 MNE     125.    128.   126.   131.  125.   123.   115.    126.   129.   126. 
## 5 SWE       8.49   14.8   10.4   14.8   8.72   8.68   8.08   10.3   13.1   11.6
## 6 SGP      24.6    31.4   26.5   29.0  24.7   22.7   23.4    27.5   27.0   28.0
## # ℹ 2 more variables: Avg_2005_2014 <dbl>, e_exp_airdeath100k <dbl>

World Bank data

library("WDI")
# Suche nach Indikatoren, die das Wort "unemployment" enthalten
search_results <- WDIsearch(string = "Rule of Law", field = "name")

# Anzeigen der Suchergebnisse
print(search_results)
##              indicator
## 7894     GV.RULE.LW.ES
## 7895     GV.RULE.LW.NO
## 7896     GV.RULE.LW.SE
## 10923 MO.INDEX.SRLW.XQ
## 14897           RL.EST
## 14898        RL.NO.SRC
## 14899       RL.PER.RNK
## 14900 RL.PER.RNK.LOWER
## 14901 RL.PER.RNK.UPPER
## 14902       RL.STD.ERR
##                                                                       name
## 7894                                                Rule of Law (estimate)
## 7895                                Rule of Law (number off surveys/polls)
## 7896                                          Rule of Law (standard error)
## 10923                                               Safety and Rule of Law
## 14897                                                Rule of Law: Estimate
## 14898                                       Rule of Law: Number of Sources
## 14899                                         Rule of Law: Percentile Rank
## 14900 Rule of Law: Percentile Rank, Lower Bound of 90% Confidence Interval
## 14901 Rule of Law: Percentile Rank, Upper Bound of 90% Confidence Interval
## 14902                                          Rule of Law: Standard Error

e_ses_gini: SI.POV.GINI - Gini index

The Gini index measures the extent to which the distribution of income or consumption among individuals or households within an economy deviates from a perfectly equal distribution. A Gini index of 0 represents perfect equality, while an index of 100 implies perfect inequality.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SI.POV.GINI") 

# Daten abrufen
e_ses_gini <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_gini <- e_ses_gini %>%
  rename(e_ses_gini = SI.POV.GINI) # Control of Corruption (estimate)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_gini <- e_ses_gini %>%
  pivot_wider(names_from = year, values_from = e_ses_gini)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_gini <- e_ses_gini %>%
  mutate(e_ses_gini = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_gini <- e_ses_gini %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_gini <- e_ses_gini %>%
  mutate(e_ses_gini = case_when(
    is.nan(e_ses_gini) ~ NA_real_,
    e_ses_gini == 0 ~ NA_real_,
    TRUE ~ e_ses_gini
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_gini)

e_ses_unemployment: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)

Unemployment refers to the share of the labor force that is without work but available for and seeking employment.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SL.UEM.TOTL.ZS") 

# Daten abrufen
e_ses_unemployment <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_unemployment <- e_ses_unemployment %>%
  rename(e_ses_unemployment = SL.UEM.TOTL.ZS)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_unemployment <- e_ses_unemployment %>%
  pivot_wider(names_from = year, values_from = e_ses_unemployment)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_unemployment <- e_ses_unemployment %>%
  mutate(e_ses_unemployment = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_unemployment <- e_ses_unemployment %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_unemployment <- e_ses_unemployment %>%
  mutate(e_ses_unemployment = case_when(
    is.nan(e_ses_unemployment) ~ NA_real_,
    e_ses_unemployment == 0 ~ NA_real_,
    TRUE ~ e_ses_unemployment
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_unemployment)

e_ses_school: SL.UEM.TOTL.ZS - Unemployment, total (% of total labor force) (modeled ILO estimate)

Unemployment refers to the share of the labor force that is without work but available for and seeking employment.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("SE.ENR.PRSC.FM.ZS") 

# Daten abrufen
e_ses_school <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_school <- e_ses_school %>%
  rename(e_ses_school = `SE.ENR.PRSC.FM.ZS`)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_school <- e_ses_school %>%
  pivot_wider(names_from = year, values_from = e_ses_school)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_school <- e_ses_school %>%
  mutate(e_ses_school = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_school <- e_ses_school %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_school <- e_ses_school %>%
  mutate(e_ses_school = case_when(
    is.nan(e_ses_school) ~ NA_real_,
    e_ses_school == 0 ~ NA_real_,
    TRUE ~ e_ses_school
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_school)

e_ses_water: ER.H2O.FWTL.ZS - Annual freshwater withdrawals, total (% of internal resources)

Annual freshwater withdrawals refer to total water withdrawals, not counting evaporation losses from storage basins. Withdrawals also include water from desalination plants in countries where they are a significant source. Withdrawals can exceed 100 percent of total renewable resources where extraction from nonrenewable aquifers or desalination plants is considerable or where there is significant water reuse. Withdrawals for agriculture and industry are total withdrawals for irrigation and livestock production and for direct industrial use (including withdrawals for cooling thermoelectric plants). Withdrawals for domestic uses include drinking water, municipal use or supply, and use for public services, commercial establishments, and homes.

countries <- c("AFG", "DZA", "AND", "ARG", "ARM", "AUS", "AUT", "AZE", "BGD", "BLR", "BOL", "BIH", "BWA", "BRA", "BGR", "BFA", "KHM", "CMR", "CAN", "CHL", "CHN", "COL", "CRI", "HRV", "CYP", "CZE", "ECU", "EGY", "EST", "ETH", "FIN", "FRA", "GEO", "DEU", "GHA", "GRC", "GTM", "HTI", "HKG", "HUN", "IND", "IDN", "IRN", "IRQ", "ISR", "ITA", "JPN", "JOR", "KAZ", "KEN", "KWT", "KGZ", "LBN", "LBY", "LTU", "MWI", "MYS", "MLI", "MEX", "MDA", "MAR", "NLD", "NZL", "NIC", "NGA", "NOR", "PAK", "PSE", "PER", "PHL", "POL", "PRT", "QAT", "ROU", "RUS", "RWA", "SAU", "SRB", "SGP", "SVN", "ZAF", "KOR", "ESP", "LKA", "SUR", "SWE", "CHE", "TWN", "TZA", "THA", "TTO", "TUN", "TUR", "UGA", "UKR", "ARE", "GBR", "USA", "URY", "UZB", "VEN", "VNM", "YEM", "ZMB", "ZWE")   
indicators <- c("ER.H2O.FWTL.ZS") 

# Daten abrufen
e_ses_water <- WDI(country = countries, indicator = indicators, start = 2005, end = 2014)

# Spalten umbenennen
e_ses_water <- e_ses_water %>%
  rename(e_ses_water = `ER.H2O.FWTL.ZS`)

# Daten transformieren: Jahre als Spalten darstellen
e_ses_water <- e_ses_water %>%
  pivot_wider(names_from = year, values_from = e_ses_water)

# Durchschnitt über alle Jahre berechnen und neue Spalte hinzufügen
e_ses_water <- e_ses_water %>%
  mutate(e_ses_water = rowMeans(select(., starts_with("20")), na.rm = TRUE))

# Rename iso3c to COUNTRY
e_ses_water <- e_ses_water %>%
  rename(COUNTRY = iso3c)

# Werte mit 0 oder NaN durch NA ersetzen
e_ses_water <- e_ses_water %>%
  mutate(e_ses_water = case_when(
    is.nan(e_ses_water) ~ NA_real_,
    e_ses_water == 0 ~ NA_real_,
    TRUE ~ e_ses_water
  ))

# Zeige die ersten Zeilen der transformierten Daten
#view(e_ses_water)

Join Specifications to hardship_HS

hardship_environment <- left_join(hardship_environment, e_oth_safewater[, c("COUNTRY", "e_oth_safewater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_oth_drinkingwater[, c("COUNTRY", "e_oth_drinkingwater")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg100k[, c("COUNTRY", "e_exp_watersanithyg100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_watersanithyg[, c("COUNTRY", "e_exp_watersanithyg")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_disaster[, c("COUNTRY", "e_exp_disaster")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_exp_airdeath100k[, c("COUNTRY", "e_exp_airdeath100k")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_gini[, c("COUNTRY", "e_ses_gini")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_unemployment[, c("COUNTRY", "e_ses_unemployment")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_school[, c("COUNTRY", "e_ses_school")], by = "COUNTRY")
hardship_environment <- left_join(hardship_environment, e_ses_water[, c("COUNTRY", "e_ses_water")], by = "COUNTRY")

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     AND  -0.37932540 -1.0837948     -1.34931275     -1.2409599 -1.2724280
## 4     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 5     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 6     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
##   femalemale_primedu hardship_index     country     avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.69804334         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.30657247        -0.30859746
## 3        -0.27552784    -0.93355812     Andorra -0.06025079        -0.93355812
## 4        -0.27552784    -0.03159187   Argentina  0.17942269        -0.03159187
## 5         0.01555433    -0.21638627     Armenia  0.28752726        -0.21638627
## 6        -0.29382066    -0.86695006   Australia  0.55954069        -0.86695006
##   avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1       51.72412                  2.37578109                  4.0022569
## 2       53.03729                  0.67575023                 -0.4367913
## 3       51.90591                 -1.34931275                 -1.2409599
## 4       48.60275                 -0.07668981                 -0.4796043
## 5       48.98472                  0.18958519                 -0.1468729
## 6       49.05534                 -1.21803875                 -1.1806477
##   e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1      -0.9956570      -0.9956570              0.73081567      2.2360657
## 2      -1.2221060      -1.2221060             -0.94251429      0.3486396
## 3      -1.2724280      -1.2724280             -0.37932540     -1.0837948
## 4       0.6272279       0.6272279              0.30124250     -0.2861997
## 5      -1.5240381      -1.5240381              0.06070368      0.1067501
## 6      -0.3792123      -0.3792123             -1.04808642     -1.0818945
##   HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1                 8.81084638        19.29776            49.65501
## 2                -0.27456306        74.96667            92.19125
## 3                -0.27552784        90.64000           100.00000
## 4                -0.27552784              NA            97.69833
## 5                 0.01555433        83.13354            97.85505
## 6                -0.29382066              NA            99.85179
##   e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1                  282.40                4121        0.00000         290.252286
## 2                   24.60                 610        0.22000          51.692000
## 3                    0.54                  NA             NA                 NA
## 4                    0.84                 279        3.04250          32.911429
## 5                    4.56                   5       28.35571          84.454000
## 6                    0.12                  52        0.11750           9.799429
##   e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1         NA             7.8486    0.6151610   43.015907
## 2   27.60000            11.3737    0.9936571   66.042586
## 3         NA                 NA           NA          NA
## 4   44.00000             8.3015    1.0390530   12.428502
## 5   30.52000            15.7786    1.0091329   39.753608
## 6   34.83333             5.1272           NA    3.287998

Missing Countries

# Auswahl aller Spalten, die mit "F_" beginnen
missing_countries <- grep("^e_", names(hardship_environment), value = TRUE)

# Berechnung des Prozentsatzes der fehlenden Werte pro Land
missing_percentages <- hardship_environment %>%
  select(country, all_of(missing_countries)) %>%
  group_by(country) %>%
  summarise_each(funs(sum(is.na(.)) / n() * 100), all_of(missing_countries)) %>%
  mutate(average_missing = rowMeans(select(., -country), na.rm = TRUE))  %>%
  arrange(desc(average_missing))  # Sortiert die Daten absteigend nach dem durchschnittlichen Prozentsatz der fehlenden Werte

# Ausgabe der Ergebnisse
print(missing_percentages)
## # A tibble: 106 × 13
##    country               e_original_gini e_oth_safewater e_oth_drinkingwater
##    <chr>                           <dbl>           <dbl>               <dbl>
##  1 Serbia and Montenegro             100             100                 100
##  2 Taiwan                              0             100                 100
##  3 <NA>                                0             100                 100
##  4 Andorra                             0               0                   0
##  5 Libya                               0             100                   0
##  6 Haiti                               0             100                   0
##  7 Kuwait                              0               0                   0
##  8 Palestine                           0               0                   0
##  9 Saudi Arabia                        0             100                   0
## 10 Trinidad and Tobago                 0             100                   0
## # ℹ 96 more rows
## # ℹ 9 more variables: e_exp_watersanithyg100k <dbl>, e_exp_watersanithyg <dbl>,
## #   e_exp_disaster <dbl>, e_exp_airdeath100k <dbl>, e_ses_gini <dbl>,
## #   e_ses_unemployment <dbl>, e_ses_school <dbl>, e_ses_water <dbl>,
## #   average_missing <dbl>
# Länder HKG, RAW und TWN aus dem Datensatz entfernen
hardship_environment <- hardship_environment %>%
  filter(!COUNTRY %in% c("TWN", "AND"))

hardship_environment <- hardship_environment %>%
  filter(!country %in% c("Serbia and Montenegro"))

head(hardship_environment)
##   COUNTRY homiciderate        gdp infantmortality lifeexpectancy       gini
## 1     AFG   0.73081567  2.2360657      2.37578109      4.0022569 -0.9956570
## 2     DZA  -0.94251429  0.3486396      0.67575023     -0.4367913 -1.2221060
## 3     ARG   0.30124250 -0.2861997     -0.07668981     -0.4796043  0.6272279
## 4     ARM   0.06070368  0.1067501      0.18958519     -0.1468729 -1.5240381
## 5     AUS  -1.04808642 -1.0818945     -1.21803875     -1.1806477 -0.3792123
## 6     AUT  -1.48343702 -1.1603490     -1.13911760     -1.0649213 -0.8950129
##   femalemale_primedu hardship_index     country    avg_age avg_hardship_index
## 1         8.81084638     2.86001812 Afghanistan -0.6980433         2.86001812
## 2        -0.27456306    -0.30859746     Algeria -0.3065725        -0.30859746
## 3        -0.27552784    -0.03159187   Argentina  0.1794227        -0.03159187
## 4         0.01555433    -0.21638627     Armenia  0.2875273        -0.21638627
## 5        -0.29382066    -0.86695006   Australia  0.5595407        -0.86695006
## 6         0.06355315    -0.94654744     Austria  0.6472993        -0.94654744
##   avg_risktaking HS_original_infantmortality HS_original_lifeexpectancy
## 1       51.72412                  2.37578109                  4.0022569
## 2       53.03729                  0.67575023                 -0.4367913
## 3       48.60275                 -0.07668981                 -0.4796043
## 4       48.98472                  0.18958519                 -0.1468729
## 5       49.05534                 -1.21803875                 -1.1806477
## 6       48.54463                 -1.13911760                 -1.0649213
##   e_original_gini f_original_gini c_original_homiciderate f_original_gdp
## 1      -0.9956570      -0.9956570              0.73081567      2.2360657
## 2      -1.2221060      -1.2221060             -0.94251429      0.3486396
## 3       0.6272279       0.6272279              0.30124250     -0.2861997
## 4      -1.5240381      -1.5240381              0.06070368      0.1067501
## 5      -0.3792123      -0.3792123             -1.04808642     -1.0818945
## 6      -0.8950129      -0.8950129             -1.48343702     -1.1603490
##   HS_original_genderequality e_oth_safewater e_oth_drinkingwater
## 1                 8.81084638        19.29776            49.65501
## 2                -0.27456306        74.96667            92.19125
## 3                -0.27552784              NA            97.69833
## 4                 0.01555433        83.13354            97.85505
## 5                -0.29382066              NA            99.85179
## 6                 0.06355315        98.38037           100.00000
##   e_exp_watersanithyg100k e_exp_watersanithyg e_exp_disaster e_exp_airdeath100k
## 1                  282.40                4121     0.00000000         290.252286
## 2                   24.60                 610     0.22000000          51.692000
## 3                    0.84                 279     3.04250000          32.911429
## 4                    4.56                   5    28.35571429          84.454000
## 5                    0.12                  52     0.11750000           9.799429
## 6                    0.16                  27     0.09285714          21.194571
##   e_ses_gini e_ses_unemployment e_ses_school e_ses_water
## 1         NA             7.8486    0.6151610   43.015907
## 2   27.60000            11.3737    0.9936571   66.042586
## 3   44.00000             8.3015    1.0390530   12.428502
## 4   30.52000            15.7786    1.0091329   39.753608
## 5   34.83333             5.1272           NA    3.287998
## 6   30.37000             5.0950    0.9691420    6.304407
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_original_gini, e_oth_safewater, e_oth_drinkingwater, e_exp_watersanithyg100k, e_exp_watersanithyg, e_exp_disaster, e_exp_airdeath100k, e_ses_gini, e_ses_unemployment, e_ses_school, e_ses_water)
str(hardship_Finance)
## 'data.frame':    105 obs. of  12 variables:
##  $ COUNTRY           : chr  "AFG" "DZA" "AND" "ARG" ...
##  $ homiciderate      : num  0.7308 -0.9425 -0.3793 0.3012 0.0607 ...
##  $ gdp               : num  2.236 0.349 -1.084 -0.286 0.107 ...
##  $ infantmortality   : num  2.3758 0.6758 -1.3493 -0.0767 0.1896 ...
##  $ lifeexpectancy    : num  4.002 -0.437 -1.241 -0.48 -0.147 ...
##  $ gini              : num  -0.996 -1.222 -1.272 0.627 -1.524 ...
##  $ femalemale_primedu: num  8.8108 -0.2746 -0.2755 -0.2755 0.0156 ...
##  $ hardship_index    : num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ country           : chr  "Afghanistan" "Algeria" "Andorra" "Argentina" ...
##  $ avg_age           : num  -0.698 -0.3066 -0.0603 0.1794 0.2875 ...
##  $ avg_hardship_index: num  2.86 -0.3086 -0.9336 -0.0316 -0.2164 ...
##  $ avg_risktaking    : num  51.7 53 51.9 48.6 49 ...

Missing values

Prüfung auf den Mechanismus des Fehlens von Daten

# Laden des Pakets
library(mice)
# Little's MCAR-Test durchführen
mcar_test <- mice::md.pattern(hardship_environment, plot = TRUE)

# Ausgabe des Testergebnisses
print(mcar_test)
##    COUNTRY e_original_gini e_ses_unemployment country avg_risktaking
## 47       1               1                  1       1              1
## 16       1               1                  1       1              1
## 11       1               1                  1       1              1
## 4        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 3        1               1                  1       1              1
## 3        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 4        1               1                  1       1              1
## 2        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       1              1
## 1        1               1                  1       0              0
##          0               0                  0       1              1
##    e_oth_drinkingwater e_exp_watersanithyg e_ses_water e_exp_airdeath100k
## 47                   1                   1           1                  1
## 16                   1                   1           1                  1
## 11                   1                   1           1                  1
## 4                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 3                    1                   1           1                  1
## 3                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 4                    1                   1           1                  1
## 2                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  1
## 1                    1                   1           1                  0
## 1                    1                   1           1                  0
## 1                    1                   1           1                  0
## 1                    1                   1           0                  1
## 1                    1                   0           1                  0
## 1                    0                   0           0                  0
##                      1                   2           2                  5
##    e_exp_disaster e_ses_school e_ses_gini e_exp_watersanithyg100k
## 47              1            1          1                       1
## 16              1            1          1                       1
## 11              1            1          1                       0
## 4               1            1          0                       1
## 1               1            1          0                       1
## 1               1            1          0                       0
## 1               1            1          0                       0
## 3               1            0          1                       1
## 3               1            0          1                       1
## 1               1            0          0                       1
## 1               1            0          0                       1
## 4               0            1          1                       1
## 2               0            1          1                       0
## 1               0            1          0                       1
## 1               0            0          1                       1
## 1               1            1          1                       1
## 1               1            0          1                       1
## 1               0            1          0                       0
## 1               1            1          0                       0
## 1               1            1          1                       0
## 1               0            1          0                       0
##                10           10         13                      19
##    e_oth_safewater   
## 47               1  0
## 16               0  1
## 11               1  1
## 4                1  1
## 1                0  2
## 1                1  2
## 1                0  3
## 3                1  1
## 3                0  2
## 1                1  2
## 1                0  3
## 4                1  1
## 2                1  2
## 1                1  2
## 1                0  3
## 1                1  1
## 1                1  2
## 1                0  5
## 1                1  3
## 1                1  3
## 1                0 10
##                 25 89

Little’s MCAR-Test

# Installieren des naniar Pakets, falls noch nicht geschehen
if (!require("naniar")) install.packages("naniar")

# Laden des Pakets
library(naniar)

# Durchführung von Little's MCAR-Test (ähnlich)
mcar_test <- naniar::mcar_test(hardship_environment)

# Ausgabe des Testergebnisses
print(mcar_test)
## # A tibble: 1 × 4
##   statistic    df p.value missing.patterns
##       <dbl> <dbl>   <dbl>            <int>
## 1      222.   230   0.636               21
library(mice)

library(VIM)
aggr_plot <- aggr(hardship_environment, col = c('navyblue', 'red'), numbers = TRUE, sortVars = TRUE, 
                  labels = names(hardship_environment), cex.axis = 0.7, gap = 3, ylab = c("Missing Data", "Pattern"))

## 
##  Variables sorted by number of missings: 
##                 Variable       Count
##          e_oth_safewater 0.242718447
##  e_exp_watersanithyg100k 0.184466019
##               e_ses_gini 0.126213592
##           e_exp_disaster 0.097087379
##             e_ses_school 0.097087379
##       e_exp_airdeath100k 0.048543689
##      e_exp_watersanithyg 0.019417476
##              e_ses_water 0.019417476
##                  country 0.009708738
##           avg_risktaking 0.009708738
##      e_oth_drinkingwater 0.009708738
##                  COUNTRY 0.000000000
##          e_original_gini 0.000000000
##       e_ses_unemployment 0.000000000
vis_miss(hardship_environment)

# Berechnung des Anteils fehlender Werte für jede Variable
missing_percentages <- sapply(hardship_environment, function(x) {
  sum(is.na(x)) / length(x) * 100
})

# Ausgabe der Ergebnisse
missing_percentages
##                 COUNTRY                 country          avg_risktaking 
##               0.0000000               0.9708738               0.9708738 
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##               0.0000000              24.2718447               0.9708738 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##              18.4466019               1.9417476               9.7087379 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##               4.8543689              12.6213592               0.0000000 
##            e_ses_school             e_ses_water 
##               9.7087379               1.9417476
# Darstellung der Ergebnisse in einem Dataframe
missing_summary <- data.frame(
  Variable = names(missing_percentages),
  MissingPercentage = missing_percentages
)

# Sortiere die Variablen nach dem Prozentsatz der fehlenden Werte
missing_summary <- missing_summary[order(-missing_summary$MissingPercentage), ]

# Ausgabe der Tabelle
print(missing_summary)
##                                        Variable MissingPercentage
## e_oth_safewater                 e_oth_safewater        24.2718447
## e_exp_watersanithyg100k e_exp_watersanithyg100k        18.4466019
## e_ses_gini                           e_ses_gini        12.6213592
## e_exp_disaster                   e_exp_disaster         9.7087379
## e_ses_school                       e_ses_school         9.7087379
## e_exp_airdeath100k           e_exp_airdeath100k         4.8543689
## e_exp_watersanithyg         e_exp_watersanithyg         1.9417476
## e_ses_water                         e_ses_water         1.9417476
## country                                 country         0.9708738
## avg_risktaking                   avg_risktaking         0.9708738
## e_oth_drinkingwater         e_oth_drinkingwater         0.9708738
## COUNTRY                                 COUNTRY         0.0000000
## e_original_gini                 e_original_gini         0.0000000
## e_ses_unemployment           e_ses_unemployment         0.0000000
# Überprüfe, ob alle Variablen tatsächlich numerisch sind
sapply(hardship_environment, function(x) all(is.numeric(x)))
##                 COUNTRY                 country          avg_risktaking 
##                   FALSE                   FALSE                    TRUE 
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##                    TRUE                    TRUE                    TRUE 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##                    TRUE                    TRUE                    TRUE 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##                    TRUE                    TRUE                    TRUE 
##            e_ses_school             e_ses_water 
##                    TRUE                    TRUE
# Erstelle einen Methoden-Vektor
methods <- rep("none", ncol(hardship_environment))
names(methods) <- colnames(hardship_environment)

# Weisen den relevanten Spalten Imputationsmethoden zu
methods["e_original_gini"] <- "pmm"       # Numerisch
methods["e_oth_safewater"] <- "pmm"            # Numerisch
methods["e_exp_watersanithyg100k"] <- "pmm"  # Numerisch
methods["e_ses_gini"] <- "pmm"         # Numerisch
methods["e_ses_school"] <- "pmm"        # Numerisch
methods["e_exp_disaster"] <- "pmm"     # Numerisch
methods["e_exp_airdeath100k"] <- "pmm"        # Numerisch
methods["e_exp_watersanithyg"] <- "pmm"              # Numerisch
methods["e_ses_water"] <- "pmm"           # Numerisch
methods["e_oth_drinkingwater"] <- "pmm"      # Numerisch
methods["e_ses_unemployment"] <- "pmm"           # Numerisch

Impute data

# Auswahl nur der numerischen Spalten
hardship_environment_numeric <- hardship_environment %>%
  select(where(is.numeric)) %>%
  select(-avg_risktaking)

# Durchführung der Imputation nur für die numerischen Spalten
library(mice)
imputed_data <- mice(
  hardship_environment_numeric,
  m = 20,            # 5 vollständige Datensätze erzeugen
  maxit = 50,       # Maximale Iterationen
  seed = 123        # Reproduzierbarkeit
)
## 
##  iter imp variable
##   1   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   1   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   2   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   3   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   4   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   5   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   6   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   7   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   8   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   9   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   10   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   11   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   12   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   13   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   14   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   15   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   16   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   17   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   18   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   19   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   20   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   21   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   22   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   23   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   24   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   25   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   26   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   27   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   28   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   29   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   30   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   31   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   32   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   33   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   34   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   35   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   36   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   37   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   38   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   39   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   40   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   41   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   42   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   43   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   44   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   45   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   46   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   47   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   48   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   49   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   1  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   2  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   3  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   4  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   5  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   6  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   7  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   8  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   9  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   10  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   11  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   12  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   13  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   14  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   15  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   16  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   17  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   18  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   19  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
##   50   20  e_oth_safewater  e_oth_drinkingwater  e_exp_watersanithyg100k  e_exp_watersanithyg  e_exp_disaster  e_exp_airdeath100k  e_ses_gini  e_ses_school  e_ses_water
# Zusammenfassung der Imputationsergebnisse
summary(imputed_data)
## Class: mids
## Number of multiple imputations:  20 
## Imputation methods:
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##                      ""                   "pmm"                   "pmm" 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##                   "pmm"                   "pmm"                   "pmm" 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##                   "pmm"                   "pmm"                      "" 
##            e_ses_school             e_ses_water 
##                   "pmm"                   "pmm" 
## PredictorMatrix:
##                         e_original_gini e_oth_safewater e_oth_drinkingwater
## e_original_gini                       0               1                   1
## e_oth_safewater                       1               0                   1
## e_oth_drinkingwater                   1               1                   0
## e_exp_watersanithyg100k               1               1                   1
## e_exp_watersanithyg                   1               1                   1
## e_exp_disaster                        1               1                   1
##                         e_exp_watersanithyg100k e_exp_watersanithyg
## e_original_gini                               1                   1
## e_oth_safewater                               1                   1
## e_oth_drinkingwater                           1                   1
## e_exp_watersanithyg100k                       0                   1
## e_exp_watersanithyg                           1                   0
## e_exp_disaster                                1                   1
##                         e_exp_disaster e_exp_airdeath100k e_ses_gini
## e_original_gini                      1                  1          1
## e_oth_safewater                      1                  1          1
## e_oth_drinkingwater                  1                  1          1
## e_exp_watersanithyg100k              1                  1          1
## e_exp_watersanithyg                  1                  1          1
## e_exp_disaster                       0                  1          1
##                         e_ses_unemployment e_ses_school e_ses_water
## e_original_gini                          1            1           1
## e_oth_safewater                          1            1           1
## e_oth_drinkingwater                      1            1           1
## e_exp_watersanithyg100k                  1            1           1
## e_exp_watersanithyg                      1            1           1
## e_exp_disaster                           1            1           1
# Zugriff auf den ersten vollständig imputierten Datensatz
completed_data <- complete(imputed_data, 1)

# Überprüfung der Struktur des vollständigen Datensatzes
#str(completed_data)
imputed_data$imp$e_oth_safewater  # Zeigt die imputierten Werte für diese Variable
##              1          2         3         4         5         6         7
## 3    97.042817  79.156070 89.251077 76.433487 83.167305 74.644730 82.591372
## 5    94.185688  89.297143 74.966673 95.711932 87.737930 95.711932 96.700000
## 10   51.694520  54.889830 51.694520 66.609538 54.889830 55.406393 51.937398
## 12   25.038652  51.937398 38.987115 57.663335 25.038652 45.346410 45.346410
## 15   22.067440  25.038652 21.028092 22.067440 22.067440  6.932845 22.067440
## 17    6.932845  22.067440 11.139485 11.139485 11.139485  6.932845 11.139485
## 20   57.663335  46.291380 55.406393 54.889830 51.694520 57.663335 26.774252
## 27   99.474540  99.474540 92.465317 99.535147 92.465317 92.465317 97.781015
## 37   11.139485  22.067440 11.139485 22.067440 28.213052  6.932845 22.067440
## 38  100.000000  51.937398 46.291380 97.781015 54.889830 51.937398 63.052548
## 40   57.663335   7.873342 19.297757  6.932845  6.932845 19.297757  7.873342
## 49   28.213052  28.213052 28.213052 11.139485 19.297757 19.297757  6.932845
## 53   99.982063 100.000000 97.781015 97.781015 48.469347 99.535147 87.737930
## 57   22.067440  38.987115 28.213052 25.038652 38.987115 45.346410 45.346410
## 75   19.297757  45.346410  6.932845 22.067440 19.297757 11.139485  6.932845
## 76   97.781015  97.042817 99.535147 99.982063 81.845195 99.474540 97.781015
## 80   53.681063  77.910732 53.681063 48.469347 51.937398 62.537050 77.910732
## 88   88.474128  41.339865 75.280042 83.167305 89.251077 74.644730 74.644730
## 89   83.167305  71.335555 79.156070 45.748000 74.644730 97.042817 83.133540
## 91   79.354213  98.137902 79.156070 75.280042 55.008600 83.167305 95.253232
## 94   92.465317  74.966673 97.781015 99.474540 99.474540 99.982063 76.433487
## 97   76.433487  55.008600 92.540180 97.042817 96.393118 83.133540 82.591372
## 99   41.339865  77.910732 74.718625 79.354213 74.718625 74.644730 71.335555
## 101  21.028092  26.774252 25.038652 19.297757  6.932845 22.067440 19.297757
## 102  11.139485  25.038652 28.213052 28.213052 11.139485 11.139485 25.038652
##             8         9        10        11        12         13        14
## 3   74.644730 97.042817  92.35982 83.167305 97.042817  96.393118 75.280042
## 5   99.947095 99.350905  87.73793 95.711932 89.297143  98.137902 97.664362
## 10  55.406393 26.774252  46.29138 51.694520 62.537050  51.694520 57.663335
## 12  25.038652 22.067440  57.66333 22.067440 28.213052  51.937398 45.346410
## 15  22.067440 19.297757  11.13949 11.139485 19.297757  19.297757 19.297757
## 17  19.297757  7.873342  11.13949  6.932845  6.932845  19.297757 11.139485
## 20  45.748000 26.774252  51.69452 51.694520 46.291380  51.694520 26.774252
## 27  99.474540 92.465317  99.53515 99.474540 99.535147  99.982063 19.297757
## 37  19.297757 21.028092  25.03865  6.932845 25.038652  25.038652 11.139485
## 38  74.718625 51.251137  93.28912 51.694520 92.465317  45.346410 63.052548
## 40   7.873342  7.873342  51.93740 21.028092  6.932845   6.932845 93.289123
## 49  19.297757  6.932845  25.03865 19.297757 25.038652  11.139485 22.067440
## 53  75.280042 97.781015 100.00000 75.280042 94.185688  83.133540 66.140613
## 57  38.987115 11.139485  45.34641 22.067440 38.987115  11.139485 19.297757
## 75  28.213052 11.139485  11.13949 22.067440  6.932845  45.346410  6.932845
## 76  92.359818 99.982063  81.84520 99.982063 97.781015 100.000000 51.937398
## 80  26.774252 46.291380  45.74800 54.889830 22.067440  51.694520 51.694520
## 88  74.644730 45.748000  74.64473 77.910732 89.251077  74.644730 79.354213
## 89  55.008600 77.910732  74.64473 94.867207 55.008600  88.474128 41.339865
## 91  89.251077 77.910732  79.15607 93.289123 74.644730  53.681063 97.042817
## 94  99.474540 99.535147  99.53515 99.982063 99.535147  99.474540 57.663335
## 97  92.359818 92.540180 100.00000 79.156070 92.540180  81.845195 55.008600
## 99  74.718625 62.537050  75.28004 66.609538 74.644730  53.681063 74.718625
## 101  7.873342  6.932845  11.13949 19.297757 25.038652  21.028092 28.213052
## 102  7.873342 19.297757  19.29776  7.873342 19.297757  28.213052  6.932845
##             15        16       17        18        19        20
## 3    71.335555 55.008600 92.54018 79.156070 83.133540 79.156070
## 5    97.042817 95.253232 99.35090 97.394740 97.810510 64.079782
## 10   51.694520 51.694520 51.93740 46.291380 57.663335 51.694520
## 12   45.346410 11.139485 38.98712 22.067440 22.067440 45.346410
## 15   21.028092 22.067440 19.29776 19.297757  6.932845 11.139485
## 17    6.932845  6.932845 11.13949  6.932845 21.028092 11.139485
## 20   26.774252 38.987115 54.88983 51.694520 26.774252 26.774252
## 27   97.781015 99.535147 28.21305 99.559905 99.559905  7.873342
## 37   11.139485 28.213052 28.21305  6.932845 19.297757 22.067440
## 38   88.474128 45.748000 92.35982 55.406393 22.067440 55.406393
## 40   19.297757 57.663335 19.29776  6.932845  8.508572 21.028092
## 49   28.213052 11.139485 21.02809 21.028092 21.028092 28.213052
## 53  100.000000 92.359818 55.40639 99.643473 82.591372 45.748000
## 57   25.038652 45.346410 22.06744 22.067440 28.213052 11.139485
## 75    6.932845 28.213052 19.29776 28.213052 21.028092  7.873342
## 76   92.465317 75.280042 74.64473 99.982063 41.339865 51.937398
## 80   57.663335 46.291380 51.25114 54.889830 48.469347 51.937398
## 88   74.718625 74.644730 79.35421 74.644730 71.335555 77.910732
## 89   66.140613 79.156070 81.84520 79.156070 81.845195 79.156070
## 91   83.167305 71.335555 74.64473 76.433487 83.167305 92.540180
## 94   99.559905 94.867207 54.88983 99.535147 55.008600 38.987115
## 97   55.008600 76.433487 92.35982 82.591372 94.867207 92.540180
## 99   63.052548 74.718625 41.33987 88.474128 41.339865 93.289123
## 101  45.346410  7.873342 19.29776 25.038652 45.346410 22.067440
## 102   6.932845 11.139485 22.06744 28.213052  7.873342 19.297757
imputed_data$imp$e_exp_watersanithyg100k  # Zeigt die imputierten Werte für diese Variable
##        1     2     3     4     5     6     7     8     9    10    11    12
## 31  1.47  0.55  1.96  0.12  0.16  0.06  0.59  0.33  1.47  0.59  0.59  0.33
## 35 13.24  4.36  0.77  9.17  0.45 19.31  2.46  0.50  7.15  0.59  0.45  9.17
## 38  0.70 84.74 18.20  9.17  0.12  0.92 13.24 14.63  0.77  0.28  9.31  0.67
## 42  0.50 13.24 24.60  0.16 25.96  9.19  0.20  3.94  0.12  1.96 13.24 25.96
## 44  0.03  0.12  1.47  0.33  8.42  5.90  2.46  2.46  1.96  8.20  0.70  5.90
## 45  0.82  4.96  4.36  0.20  0.28  2.46  0.59  0.28  4.96  0.55  0.20  1.96
## 50  0.22  0.06  0.92  0.67 24.60  0.20  0.22  0.67  1.27  8.20  8.20  5.90
## 53 12.32 13.36 12.32  4.18  0.28 24.21  0.55 19.31  8.42 13.36  8.34  0.12
## 54  0.22  0.59 24.21 84.74 19.31  8.20  0.06  8.20 13.36  0.22 13.36  8.20
## 62  1.47  0.84  0.12 13.36  0.39  0.22  0.22  4.36  0.22  0.55  0.59  0.59
## 67  5.90  0.55 13.24  0.70  0.50  4.96  0.59  0.70  0.33  0.20 13.36  0.14
## 70  0.12 13.65  4.56  0.50  0.81  9.31  9.19 19.31  0.77 13.24  0.17 19.31
## 71  1.09  0.59  4.56  5.90  0.50  4.96  0.92  0.59  0.59  8.20  1.96  0.28
## 73 43.10  0.67 12.32  0.14  0.28  4.96  4.96  0.33  2.46  0.00  1.96  8.34
## 76 19.31 16.13  8.34 18.20  0.17 31.65  0.55  0.12 32.99  0.17  0.17  7.15
## 77 25.96  0.77  9.31  0.12 25.96 37.64  0.17  7.15  9.31  0.50  9.17  4.18
## 79  0.22  0.55  0.77  0.33  0.33  8.20  1.47  0.59  0.55  0.59  0.55  8.20
## 81  1.09  0.77  0.70  0.39  7.15  0.28  0.03 43.10  1.09  0.92  4.36 13.65
## 95  0.59  1.27  1.47  0.22  0.67  0.39  8.20  0.14  1.47  0.59  0.55  4.96
##       13    14    15    16    17    18    19    20
## 31  0.20  0.00  0.67  1.27  1.27  0.92  0.84  1.47
## 35  4.56  8.20  5.90 13.24  0.17  0.70  0.16  0.82
## 38 21.80 12.32  0.59 37.64  0.92 21.80 32.99 13.24
## 42  0.50  0.17  8.34  3.72  9.19  8.34  0.50  0.45
## 44 43.10  0.59  0.20  8.34 13.65  0.28  0.12  0.55
## 45  1.27  4.96  0.67  1.47  0.20  0.92  0.00  0.20
## 50  0.16  1.27  1.27  0.77 13.36  1.27 12.32  0.84
## 53  3.94  1.09  0.59  5.90  4.56  0.67  3.72  0.28
## 54 49.58  0.59 31.65  0.84  0.55  0.81  0.67 49.58
## 62  4.36  1.27  0.12  0.03  1.27  0.59  8.20 13.36
## 67  0.70  4.36  0.12  1.47 32.99  0.70  5.90  0.84
## 70 19.31 25.96  0.17  7.15  9.31 24.60  0.77 13.65
## 71  9.31  0.22  4.56  0.12  0.70  0.16  2.46  0.84
## 73  0.16  7.15  4.36  1.09 12.32  0.06  0.67 13.65
## 76  7.15 32.99  0.33 37.64  0.17 25.96  8.34 13.24
## 77 14.63  9.19  4.18  9.31 40.81  9.19 19.31  3.72
## 79  0.77  1.09  7.15  8.20 13.36  0.33  1.47  4.36
## 81 12.32  0.28  4.96  0.39  1.27  0.12  0.16  0.70
## 95  0.55  0.82  0.70  2.46  0.55  0.55  0.00  0.28
imputed_data$imp$e_ses_gini  # Zeigt die imputierten Werte für diese Variable
##           1       2        3        4        5        6        7     8        9
## 1  27.71000 27.7100 26.04000 26.36000 27.71000 32.50000 26.36000 27.71 27.71000
## 16 36.65556 36.2200 38.34000 39.16667 35.16000 40.10000 33.40000 36.90 40.10000
## 38 51.45000 53.6625 53.30000 46.68000 53.66250 60.50000 53.66250 43.20 53.30000
## 50 36.65556 36.2200 38.34000 33.40000 38.34000 41.58571 34.26000 33.40 35.16000
## 53 53.30000 53.6625 53.30000 60.50000 60.50000 53.30000 48.83000 48.83 53.30000
## 62 36.22000 36.2200 40.10000 41.42000 33.40000 41.42000 36.22000 40.10 34.75000
## 72 41.42000 41.4200 36.22000 43.48000 34.79000 45.50000 35.16000 40.10 41.42000
## 76 41.10000 43.4800 38.16667 37.55000 42.60000 44.00000 41.58571 45.50 47.00000
## 78 46.66667 44.7000 46.68000 48.10000 44.70000 46.68000 42.60000 48.10 46.68000
## 84 49.60000 48.9600 49.60000 48.96000 53.94444 48.83000 60.50000 49.60 53.94444
## 89 48.10000 37.5500 51.45000 43.20000 48.96000 47.20000 46.30000 46.30 43.20000
## 91 38.16667 47.0000 42.70000 42.70000 42.70000 47.00000 41.10000 34.79 44.00000
## 98 36.65556 36.2200 32.65000 35.16000 35.16000 36.90000 36.75000 32.65 34.26000
##          10       11       12       13       14       15       16       17
## 1  32.50000 26.04000 26.72000 26.36000 29.80000 26.36000 24.92000 24.92000
## 16 34.77000 33.40000 36.22000 34.21000 33.40000 39.90000 36.90000 33.40000
## 38 53.94444 53.30000 48.96000 48.83000 53.30000 53.94444 60.50000 53.66250
## 50 34.26000 36.22000 36.22000 34.75000 33.40000 39.16667 36.22000 39.16667
## 53 53.30000 53.30000 53.66250 60.50000 48.83000 60.50000 48.83000 53.30000
## 62 33.40000 40.10000 36.90000 34.75000 39.90000 33.40000 40.10000 38.34000
## 72 40.10000 46.40000 40.10000 35.46667 35.46667 40.10000 41.58571 41.42000
## 76 46.66667 44.00000 46.66667 44.70000 46.68000 43.48000 46.30000 47.20000
## 78 50.86667 48.10000 47.20000 46.68000 44.00000 50.86667 50.86667 48.10000
## 84 43.20000 49.60000 48.96000 49.60000 48.96000 48.96000 49.60000 51.45000
## 89 46.68000 50.86667 48.96000 51.45000 53.94444 43.20000 49.60000 48.10000
## 91 34.79000 43.87500 43.48000 42.70000 41.42000 47.00000 40.85000 40.85000
## 98 38.34000 38.34286 38.34000 36.65556 38.34000 38.34000 34.75000 38.34000
##          18       19       20
## 1  24.92000 27.71000 26.04000
## 16 41.58571 36.22000 35.16000
## 38 60.50000 53.94444 53.94444
## 50 39.16667 35.16000 34.75000
## 53 48.83000 53.66250 48.83000
## 62 41.42000 38.34000 36.22000
## 72 41.10000 41.42000 41.42000
## 76 43.48000 51.45000 48.10000
## 78 44.70000 44.70000 46.68000
## 84 48.96000 49.60000 48.96000
## 89 46.30000 51.45000 51.45000
## 91 39.05000 43.87500 43.87500
## 98 33.40000 34.75000 34.75000
imputed_data$imp$e_ses_school  # Zeigt die imputierten Werte für diese Variable
##             1         2         3         4         5        6         7
## 5   1.0169040 1.0293290 0.9909500 1.0118022 1.0370460 0.955329 1.0452483
## 7   0.9936571 0.8498600 0.8138000 0.9478200 0.9685750 0.906040 0.9834810
## 11  1.0296750 0.9896530 0.9936571 0.9855560 0.9060400 0.947820 1.0053700
## 37  1.0146180 0.9896530 0.9060400 1.0660080 1.0186770 0.814530 0.7387650
## 52  1.0063675 0.9707290 1.0226550 0.9855912 0.9907933 1.066008 0.9948463
## 78  0.9960770 1.0293290 1.0091170 0.9909500 0.9960770 1.025339 1.0271840
## 89  1.0063675 0.9896530 1.0370460 0.9974300 1.0296750 1.046083 1.0296750
## 94  1.0091170 1.0253390 0.9992130 0.9906540 1.0044550 0.984632 0.9903970
## 100 0.9992130 1.0072675 0.9906540 0.9902800 1.0044550 0.970729 1.0715600
## 102 0.9685750 0.9738687 0.9685750 0.8145300 1.0186770 0.813800 0.9528811
##             8         9        10       11        12       13        14
## 5   1.0179170 0.9893930 1.0091170 0.989393 0.9971145 1.010887 1.0452483
## 7   0.9738687 0.9936571 1.0186770 0.983481 1.0660080 1.018677 0.8145300
## 11  0.9514420 1.0390780 1.0009422 1.007183 0.9676390 1.000942 0.9855560
## 37  0.9834810 0.9846320 0.9060400 1.066008 1.0660080 0.897447 0.9738687
## 52  1.0226550 1.0146180 0.9992130 1.017917 0.9761378 0.983481 1.0384590
## 78  1.0293290 1.0188180 1.0044550 0.955329 0.9960770 1.024757 0.9909500
## 89  1.0188180 1.0370460 1.0247570 1.038113 1.0247570 1.018818 1.0188180
## 94  0.9761378 0.9948463 0.9683237 1.031152 0.9385610 1.005196 1.0293290
## 100 0.9676390 0.9903970 0.9903970 1.006368 1.0179170 0.992214 1.0452483
## 102 0.8145300 0.9922140 0.9834810 0.968575 0.9834810 0.738765 0.8974470
##           15       16       17        18       19        20
## 5   1.039078 1.009230 1.031152 1.0311520 1.007450 1.0181511
## 7   0.989653 0.738765 0.738765 1.0226550 0.983481 0.9738687
## 11  1.000942 0.985556 1.010887 0.9984040 0.992214 1.0053700
## 37  1.005370 0.814530 0.814530 0.9805350 0.906040 0.9834810
## 52  0.955329 0.980535 1.007183 0.9960770 1.018151 1.0051960
## 78  1.007268 0.997430 1.037046 1.0452483 0.951442 0.9974300
## 89  1.038113 1.037046 1.037046 1.0715600 1.018151 1.0370460
## 94  0.947820 1.037046 1.004455 0.9971145 1.024757 0.9478200
## 100 0.989393 1.025339 0.968932 0.9893930 0.997430 1.0293290
## 102 1.005370 0.906040 0.849860 1.0053700 1.018677 1.0186770
imputed_data$imp$e_exp_disaster  # Zeigt die imputierten Werte für diese Variable
##              1          2          3         4           5           6
## 18  0.00000000  6.4485714  6.2171429  6.448571  0.09666667  0.00000000
## 33 17.35500000 80.3500000 11.1157143  0.405000  0.10285714  0.09666667
## 35  0.08142857 16.5328571 16.5328571  0.125000  0.00000000 11.11571429
## 37  0.50142857  1.2150000  7.3850000  9.680000  0.24500000  7.38500000
## 38  0.26833333  0.2485714  1.8283333 80.350000  2.51333333  0.09666667
## 44  0.42285714  6.7514286  0.0675000  0.008000 17.35500000  0.06666667
## 53  0.40500000  0.2900000  1.8283333 28.355714  0.42285714  2.51333333
## 59  0.09250000  6.2171429  0.4800000  0.000000  0.12500000  2.19666667
## 64  0.91666667  0.4228571  2.7400000  3.055714  6.44857143  0.48000000
## 84  9.68000000  0.4100000  0.9514286 17.355000  0.96714286  0.84000000
##              7          8           9        10          11        12
## 18  0.08142857  0.0000000  0.00000000  1.820000  0.50142857 0.0675000
## 33 16.53285714 17.3550000  0.09666667  0.117500  0.60000000 0.0675000
## 35  0.08142857  0.0000000 16.53285714  0.185000  0.09666667 0.2450000
## 37  0.08142857  1.1200000  1.21500000  1.120000  2.51333333 0.2900000
## 38  6.25571429  0.0000000  3.04250000  0.245000  0.09666667 0.4100000
## 44 16.53285714 16.5328571  0.11750000  0.185000 17.35500000 0.2683333
## 53  3.05571429  0.7800000  0.24500000  6.255714  0.09666667 7.0971429
## 59  0.95142857  0.8600000  0.06000000  0.092500  2.51333333 0.5828571
## 64  0.84000000  2.5133333  2.12428571  0.185000  6.44857143 8.9114286
## 84  0.29000000  0.2485714  1.12000000 16.532857  0.29000000 9.6350000
##            13         14         15          16       17          18
## 18 0.42285714  0.4100000  0.0000000  0.09285714  0.00000 16.53285714
## 33 0.16333333  9.6800000  0.0000000  0.01666667  0.00000  0.09250000
## 35 0.15750000  0.8600000  3.0425000  6.44857143  0.09250 16.53285714
## 37 2.74000000  0.1850000  2.7400000  0.29000000  0.29000  0.86000000
## 38 0.78000000  8.9114286 17.3550000  0.09666667  1.12000  2.74000000
## 44 0.09666667  0.9514286 17.3550000  0.00000000  0.00800  0.09666667
## 53 0.91666667  2.5133333  0.0000000 16.53285714  0.00000  0.01666667
## 59 3.05571429 17.3550000  0.0000000  1.82833333 16.53286  0.24500000
## 64 0.24500000  0.0000000 17.3550000  0.00800000  0.00000  0.06750000
## 84 0.45000000  0.2900000  0.9166667  0.09250000  3.04250  0.00800000
##             19          20
## 18 10.86428571  0.91666667
## 33  0.22000000  2.51333333
## 35  2.74000000  3.57000000
## 37  9.63500000  0.44857143
## 38  0.92000000  0.09666667
## 44 10.86428571  0.29000000
## 53  0.58285714  0.09285714
## 59  0.09666667  0.91666667
## 64  0.42857143  1.67714286
## 84  0.58285714 11.11571429
imputed_data$imp$e_exp_airdeath100k  # Zeigt die imputierten Werte für diese Variable
##            1        2         3         4         5         6         7
## 14  14.99357 10.51886  23.39486  84.45400  23.85757  50.13986  46.27243
## 38  17.07729 50.83971  95.48157  10.84000 153.49286  95.48157  49.05414
## 52 213.64629 46.40700 109.64700 126.84257 159.43086 153.49286 109.64700
## 53  26.45786 35.00229  23.57400  16.66900  46.40700  14.99357  37.18757
## 67  49.05414 73.30757  38.51286  95.33171  49.05414  49.61286  73.30757
##            8        9       10        11        12        13        14
## 14  17.89457 90.18900 58.43386  57.73800  35.00229  90.18900  17.89457
## 38  99.49957 49.61286 81.96314  95.33171  45.13257  67.85786  77.71600
## 52 109.64700 85.07786 85.07786 109.64700 119.85986 217.36429 119.85986
## 53 100.99386 10.30443 37.18757  18.58029  13.01186 100.99386  73.30757
## 67  49.61286 31.52171 90.18900  88.90457 104.18500  38.51286  85.07786
##           15        16        17        18        19        20
## 14  81.96314  10.51886  23.39486  12.87914  23.85757  19.89471
## 38  45.13257 109.64700  21.39557  95.48157 140.23457 171.61771
## 52 140.23457 153.49286 221.14671 194.61814  73.30757 109.64700
## 53  75.29286  12.87914  84.45400  26.45786  17.89457  38.51286
## 67 118.55057  23.39486  95.33171 100.99386  84.45400  88.90457
imputed_data$imp$e_exp_watersanithyg  # Zeigt die imputierten Werte für diese Variable
##     1    2  3   4   5    6   7   8     9  10  11  12   13   14   15    16   17
## 38 27  348 10 282 117 3448   3 103 35124  39 103  39 8950 4509   16 35124 2524
## 67 87 1517 92  50  77   20 610 100    87 125  36 193  302  163 4643     2 9331
##       18 19   20
## 38    51  3 1104
## 67 12996  4  610
imputed_data$imp$e_ses_water  # Zeigt die imputierten Werte für diese Variable
##           1         2         3          4         5         6        7
## 38   6.5440 0.7329215  4.095734 420.446429  1.159268 1790.0303 14.61822
## 50 420.4464 4.6791176 34.750583   1.354645 29.545833  420.4464 34.75058
##           8         9      10        11       12        13       14        15
## 38 304.8348 24.518939 6952.95  52.67901 32.76421  2.241365 1.522076  72.33463
## 50 420.4464  8.507292 6952.95 238.40237 16.88566 15.831903 7.344601 769.51429
##          16        17       18       19        20
## 38 19.47900 72.334630 769.5143 5.171609 72.334630
## 50 34.75058  3.828609 176.1080 3.026582  8.507292
imputed_data$imp$e_oth_drinkingwater  # Zeigt die imputierten Werte für diese Variable
##        1        2       3   4        5        6        7        8        9
## 38 99.33 88.85758 82.7047 100 92.19125 84.13206 98.23608 89.11546 94.65996
##          10       11       12       13       14       15       16       17
## 38 98.84825 92.19125 95.47758 87.07698 94.00143 97.85505 84.13206 98.66765
##         18       19       20
## 38 82.7047 84.13206 88.59838
imputed_data$imp$e_ses_unemployment  # Zeigt die imputierten Werte für diese Variable
##  [1] 1  2  3  4  5  6  7  8  9  10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
imputed_data$imp$e_original_gini
##  [1] 1  2  3  4  5  6  7  8  9  10 11 12 13 14 15 16 17 18 19 20
## <0 rows> (or 0-length row.names)
# visualisierung
stripplot(imputed_data, pch = 20, cex = 1.2)  # Verteilung der imputierten Werte

densityplot(imputed_data)  # Dichte der imputierten Werte

# Imputierte Daten extrahieren
completed_data <- complete(imputed_data, action = 1)
library(dplyr)

# Berechnung der Mittelwerte vor der Imputation, ausschließend 'COUNTRY', 'country', 'avg_risktaking'
mean_values_pre_imputation <- hardship_environment %>%
  select(-COUNTRY, -country, -avg_risktaking) %>%  # Ausschluss dieser Spalten
  sapply(mean, na.rm = TRUE)

# Ausgabe der Mittelwerte
print(mean_values_pre_imputation)
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##            1.689033e-02            7.222883e+01            8.855085e+01 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##            3.334000e+01            8.541396e+03            4.339736e+00 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##            8.555909e+01            3.767977e+01            7.681381e+00 
##            e_ses_school             e_ses_water 
##            9.826350e-01            1.394360e+02
# Berechnung der Mittelwerte nach der Imputation
mean_values_post_imputation <- completed_data %>%
  sapply(mean, na.rm = TRUE)

# Ausgabe der Mittelwerte
print(mean_values_post_imputation)
##         e_original_gini         e_oth_safewater     e_oth_drinkingwater 
##            1.689033e-02            6.865219e+01            8.865550e+01 
## e_exp_watersanithyg100k     e_exp_watersanithyg          e_exp_disaster 
##            2.843621e+01            8.376650e+03            4.206977e+00 
##      e_exp_airdeath100k              e_ses_gini      e_ses_unemployment 
##            8.452446e+01            3.820271e+01            7.681381e+00 
##            e_ses_school             e_ses_water 
##            9.847148e-01            1.408740e+02
# Vergleich der Mittelwerte vor und nach der Imputation
comparison_data <- data.frame(
  Variable = names(mean_values_pre_imputation),
  PreImputation = mean_values_pre_imputation,
  PostImputation = mean_values_post_imputation
)

# Plotten der Mittelwerte vor und nach der Imputation
library(ggplot2)
ggplot(comparison_data, aes(x = Variable)) +
  geom_bar(aes(y = PreImputation), stat = "identity", fill = "blue", alpha = 0.7) +
  geom_bar(aes(y = PostImputation), stat = "identity", fill = "red", alpha = 0.5) +
  theme_minimal() +
  labs(title = "Vergleich der Mittelwerte vor und nach der Imputation",
       y = "Mittelwert",
       fill = "Legende") +
  scale_fill_manual(values = c("Pre-Imputation" = "blue", "Post-Imputation" = "red")) +
  theme(axis.text.x = element_text(angle = 90, hjust = 1))  # Verbessert die Lesbarkeit der x-Achsenbeschriftungen

# Identifizieren der gemeinsamen Variablennamen
common_names <- intersect(names(mean_values_pre_imputation), names(mean_values_post_imputation))

# Erstellung des Dataframes nur mit den gemeinsamen Variablen
comparison_data <- data.frame(
  Variable = common_names,
  PreImputation = mean_values_pre_imputation[common_names],
  PostImputation = mean_values_post_imputation[common_names]
)

# Überprüfen der Ergebnisse
print(comparison_data)
##                                        Variable PreImputation PostImputation
## e_original_gini                 e_original_gini  1.689033e-02   1.689033e-02
## e_oth_safewater                 e_oth_safewater  7.222883e+01   6.865219e+01
## e_oth_drinkingwater         e_oth_drinkingwater  8.855085e+01   8.865550e+01
## e_exp_watersanithyg100k e_exp_watersanithyg100k  3.334000e+01   2.843621e+01
## e_exp_watersanithyg         e_exp_watersanithyg  8.541396e+03   8.376650e+03
## e_exp_disaster                   e_exp_disaster  4.339736e+00   4.206977e+00
## e_exp_airdeath100k           e_exp_airdeath100k  8.555909e+01   8.452446e+01
## e_ses_gini                           e_ses_gini  3.767977e+01   3.820271e+01
## e_ses_unemployment           e_ses_unemployment  7.681381e+00   7.681381e+00
## e_ses_school                       e_ses_school  9.826350e-01   9.847148e-01
## e_ses_water                         e_ses_water  1.394360e+02   1.408740e+02

Füge die imputierten Variablen zurück in den ursprünglichen Datensatz ein:

# Gruppierung entfernen
hardship_environment <- hardship_environment %>%
  ungroup()

# Füge die imputierten Variablen zurück in den Datensatz ein
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_safewater = completed_data$e_oth_safewater,
    e_exp_watersanithyg100k = completed_data$e_exp_watersanithyg100k,
    e_ses_gini = completed_data$e_ses_gini,
    e_ses_school = completed_data$e_ses_school,
    e_exp_disaster = completed_data$e_exp_disaster,
    e_exp_airdeath100k = completed_data$e_exp_airdeath100k,
    e_exp_watersanithyg = completed_data$e_exp_watersanithyg,
    e_ses_water = completed_data$e_ses_water
  )

# Struktur überprüfen
str(hardship_environment)
## 'data.frame':    103 obs. of  14 variables:
##  $ COUNTRY                : chr  "AFG" "DZA" "ARG" "ARM" ...
##  $ country                : chr  "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking         : num  51.7 53 48.6 49 49.1 ...
##  $ e_original_gini        : num  -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num  19.3 75 97 83.1 94.2 ...
##  $ e_oth_drinkingwater    : num  49.7 92.2 97.7 97.9 99.9 ...
##  $ e_exp_watersanithyg100k: num  282.4 24.6 0.84 4.56 0.12 ...
##  $ e_exp_watersanithyg    : num  4121 610 279 5 52 ...
##  $ e_exp_disaster         : num  0 0.22 3.042 28.356 0.117 ...
##  $ e_exp_airdeath100k     : num  290.3 51.7 32.9 84.5 9.8 ...
##  $ e_ses_gini             : num  27.7 27.6 44 30.5 34.8 ...
##  $ e_ses_unemployment     : num  7.85 11.37 8.3 15.78 5.13 ...
##  $ e_ses_school           : num  0.615 0.994 1.039 1.009 1.017 ...
##  $ e_ses_water            : num  43.02 66.04 12.43 39.75 3.29 ...
sum(is.na(hardship_environment$e_oth_safewater))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg100k))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_gini))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_school))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_disaster))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_airdeath100k))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_exp_watersanithyg))  # Soll 0 ergeben
## [1] 0
sum(is.na(hardship_environment$e_ses_water))  # Soll 0 ergeben
## [1] 0

check countryfacts

# Plot histograms for each numeric variable
hardship_environment %>% 
  select_if(is.numeric) %>% 
  gather() %>% 
  ggplot(aes(value)) + 
  facet_wrap(~key, scales = "free") + 
  geom_histogram(bins = 30) + 
  theme_minimal()

Ausreisser

# 1. Logarithmische Transformation nur für relevante Variablen
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg = log(e_exp_watersanithyg + 1), # Nur für große Wertebereiche
    e_ses_water = log(e_ses_water + 1)
  )

# 2. Winsorisierung nur auf Variablen mit potenziellen Ausreißern
winsorize <- function(x, lower_quantile = 0.01, upper_quantile = 0.99) {
  lower <- quantile(x, lower_quantile, na.rm = TRUE)
  upper <- quantile(x, upper_quantile, na.rm = TRUE)
  pmin(pmax(x, lower), upper)
}

hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_disaster = winsorize(e_exp_disaster),
    e_exp_airdeath100k = winsorize(e_exp_airdeath100k),
    e_ses_unemployment = winsorize(e_ses_unemployment)
  )

# 3. Keine Anpassung für andere Variablen (z. B. e_oth_safewater)
# Überprüfen der Struktur nach Transformationen
# view(hardship_environment)
# Anpassung der Daten vor dem Logarithmieren, Ersetzen von Null oder negativen Werten durch einen kleinen positiven Wert
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg100k = ifelse(e_exp_watersanithyg100k <= 0, 0.1, e_exp_watersanithyg100k),
    e_exp_disaster = ifelse(e_exp_disaster <= 0, 0.1, e_exp_disaster)
  )

# Anwendung der Logarithmus-Transformation mit log1p
hardship_environment <- hardship_environment %>%
  mutate(
    e_exp_watersanithyg100k = log1p(e_exp_watersanithyg100k),
    e_exp_disaster = log1p(e_exp_disaster)
  )

# Überprüfung der Daten nach der Logarithmus-Transformation
summary(hardship_environment$e_exp_watersanithyg100k)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
## 0.02956 0.52173 1.93152 2.08159 3.39010 5.64686
summary(hardship_environment$e_exp_disaster)
##     Min.  1st Qu.   Median     Mean  3rd Qu.     Max. 
## 0.007968 0.132023 0.470004 0.950529 1.599239 3.377818

Log-Transformation

library(dplyr)

# Log-transform the variables using dplyr
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_safewater = log(e_oth_safewater),
    e_ses_gini = log(e_ses_gini),
    e_ses_school = log(e_ses_school),
    e_exp_airdeath100k = log(e_exp_airdeath100k), 
    e_oth_drinkingwater = log(e_oth_drinkingwater), 
    e_ses_unemployment = log(e_ses_unemployment)
  )

head(hardship_environment)
##   COUNTRY     country avg_risktaking e_original_gini e_oth_safewater
## 1     AFG Afghanistan       51.72412      -0.9956570        2.959989
## 2     DZA     Algeria       53.03729      -1.2221060        4.317044
## 3     ARG   Argentina       48.60275       0.6272279        4.575152
## 4     ARM     Armenia       48.98472      -1.5240381        4.420448
## 5     AUS   Australia       49.05534      -0.3792123        4.545268
## 6     AUT     Austria       48.54463      -0.8950129        4.588841
##   e_oth_drinkingwater e_exp_watersanithyg100k e_exp_watersanithyg
## 1            3.905099               5.6468593            8.324094
## 2            4.523865               3.2425924            6.415097
## 3            4.581885               0.6097656            5.634790
## 4            4.583487               1.7155981            1.791759
## 5            4.603687               0.1133287            3.970292
## 6            4.605170               0.1484200            3.332205
##   e_exp_disaster e_exp_airdeath100k e_ses_gini e_ses_unemployment e_ses_school
## 1     0.09531018           5.447418   3.321793           2.060335 -0.485871244
## 2     0.19885086           3.945303   3.317816           2.431304 -0.006363081
## 3     1.39686331           3.493820   3.784190           2.116436  0.038309720
## 4     3.37781786           4.436207   3.418382           2.758655  0.009091410
## 5     0.11109405           2.303418   3.550575           1.634560  0.016762702
## 6     0.08879550           3.053745   3.413455           1.628260 -0.031344121
##   e_ses_water
## 1    3.784551
## 2    4.205328
## 3    2.597379
## 4    3.707544
## 5    1.455820
## 6    1.988478
str(hardship_environment)
## 'data.frame':    103 obs. of  14 variables:
##  $ COUNTRY                : chr  "AFG" "DZA" "ARG" "ARM" ...
##  $ country                : chr  "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking         : num  51.7 53 48.6 49 49.1 ...
##  $ e_original_gini        : num  -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater        : num  2.96 4.32 4.58 4.42 4.55 ...
##  $ e_oth_drinkingwater    : num  3.91 4.52 4.58 4.58 4.6 ...
##  $ e_exp_watersanithyg100k: num  5.647 3.243 0.61 1.716 0.113 ...
##  $ e_exp_watersanithyg    : num  8.32 6.42 5.63 1.79 3.97 ...
##  $ e_exp_disaster         : num  0.0953 0.1989 1.3969 3.3778 0.1111 ...
##  $ e_exp_airdeath100k     : num  5.45 3.95 3.49 4.44 2.3 ...
##  $ e_ses_gini             : num  3.32 3.32 3.78 3.42 3.55 ...
##  $ e_ses_unemployment     : num  2.06 2.43 2.12 2.76 1.63 ...
##  $ e_ses_school           : num  -0.48587 -0.00636 0.03831 0.00909 0.01676 ...
##  $ e_ses_water            : num  3.78 4.21 2.6 3.71 1.46 ...
# Plot histograms for each numeric variable
hardship_environment %>% 
  select_if(is.numeric) %>% 
  gather() %>% 
  ggplot(aes(value)) + 
  facet_wrap(~key, scales = "free") + 
  geom_histogram(bins = 30) + 
  theme_minimal()

Reverse Coding & Standardize

# Now apply the scale function after confirming all variables are numeric
hardship_environment <- hardship_environment %>%
  mutate(
    e_oth_drinkingwater = scale(-e_oth_drinkingwater), # reverse coding
    e_oth_safewater = scale(-e_oth_safewater), # reverse coding 
    e_exp_watersanithyg100k = scale(e_exp_watersanithyg100k),
    e_ses_gini = scale(e_ses_gini), 
    e_ses_school = scale(-e_ses_school),
    e_exp_disaster = scale(-e_exp_disaster),
    e_exp_airdeath100k = scale(e_exp_airdeath100k),
    e_exp_watersanithyg = scale(e_exp_watersanithyg), 
    e_ses_unemployment = scale(e_ses_unemployment), 
    e_ses_water = scale(e_ses_water)
  ) %>%
  rowwise() %>%
  mutate(
    hardship_environment_index = mean(c(e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water), na.rm = TRUE)
  ) %>%
  ungroup()

#view(hardship_environment)
head(hardship_environment)
## # A tibble: 6 × 15
##   COUNTRY country     avg_risktaking e_original_gini e_oth_safewater[,1]
##   <chr>   <chr>                <dbl>           <dbl>               <dbl>
## 1 AFG     Afghanistan           51.7          -0.996               1.60 
## 2 DZA     Algeria               53.0          -1.22               -0.370
## 3 ARG     Argentina             48.6           0.627              -0.745
## 4 ARM     Armenia               49.0          -1.52               -0.521
## 5 AUS     Australia             49.1          -0.379              -0.702
## 6 AUT     Austria               48.5          -0.895              -0.765
## # ℹ 10 more variables: e_oth_drinkingwater <dbl[,1]>,
## #   e_exp_watersanithyg100k <dbl[,1]>, e_exp_watersanithyg <dbl[,1]>,
## #   e_exp_disaster <dbl[,1]>, e_exp_airdeath100k <dbl[,1]>,
## #   e_ses_gini <dbl[,1]>, e_ses_unemployment <dbl[,1]>, e_ses_school <dbl[,1]>,
## #   e_ses_water <dbl[,1]>, hardship_environment_index <dbl>
str(hardship_environment)
## tibble [103 × 15] (S3: tbl_df/tbl/data.frame)
##  $ COUNTRY                   : chr [1:103] "AFG" "DZA" "ARG" "ARM" ...
##  $ country                   : chr [1:103] "Afghanistan" "Algeria" "Argentina" "Armenia" ...
##  $ avg_risktaking            : num [1:103] 51.7 53 48.6 49 49.1 ...
##  $ e_original_gini           : num [1:103] -0.996 -1.222 0.627 -1.524 -0.379 ...
##  $ e_oth_safewater           : num [1:103, 1] 1.601 -0.37 -0.745 -0.521 -0.702 ...
##   ..- attr(*, "scaled:center")= num -4.06
##   ..- attr(*, "scaled:scale")= num 0.688
##  $ e_oth_drinkingwater       : num [1:103, 1] 2.473 -0.274 -0.532 -0.539 -0.629 ...
##   ..- attr(*, "scaled:center")= num -4.46
##   ..- attr(*, "scaled:scale")= num 0.225
##  $ e_exp_watersanithyg100k   : num [1:103, 1] 2.136 0.696 -0.882 -0.219 -1.179 ...
##   ..- attr(*, "scaled:center")= num 2.08
##   ..- attr(*, "scaled:scale")= num 1.67
##  $ e_exp_watersanithyg       : num [1:103, 1] 1.031 0.3289 0.0419 -1.3716 -0.5703 ...
##   ..- attr(*, "scaled:center")= num 5.52
##   ..- attr(*, "scaled:scale")= num 2.72
##  $ e_exp_disaster            : num [1:103, 1] 0.858 0.754 -0.448 -2.435 0.842 ...
##   ..- attr(*, "scaled:center")= num -0.951
##   ..- attr(*, "scaled:scale")= num 0.997
##  $ e_exp_airdeath100k        : num [1:103, 1] 1.4709 -0.0933 -0.5635 0.4179 -1.8032 ...
##   ..- attr(*, "scaled:center")= num 4.03
##   ..- attr(*, "scaled:scale")= num 0.96
##  $ e_ses_gini                : num [1:103, 1] -1.453 -1.472 0.789 -0.985 -0.344 ...
##   ..- attr(*, "scaled:center")= num 3.62
##   ..- attr(*, "scaled:scale")= num 0.206
##  $ e_ses_unemployment        : num [1:103, 1] 0.344 0.867 0.424 1.328 -0.255 ...
##   ..- attr(*, "scaled:center")= num 1.82
##   ..- attr(*, "scaled:scale")= num 0.71
##  $ e_ses_school              : num [1:103, 1] 6.169 -0.154 -0.743 -0.358 -0.459 ...
##   ..- attr(*, "scaled:center")= num 0.018
##   ..- attr(*, "scaled:scale")= num 0.0758
##  $ e_ses_water               : num [1:103, 1] 0.545 0.795 -0.159 0.499 -0.836 ...
##   ..- attr(*, "scaled:center")= num 2.87
##   ..- attr(*, "scaled:scale")= num 1.69
##  $ hardship_environment_index: num [1:103] 1.517 0.108 -0.282 -0.418 -0.594 ...

Correlation Heatmap with all variables

# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
library(reshape2)

# Berechnung der Korrelationsmatrix
cor_matrix <- cor(hardship_environment %>% select_if(is.numeric), use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)

# Erstellen der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

# Optional: Speichern der Heatmap als PDF
ggsave("correlation_heatmap.pdf", width = 11, height = 9, path = base_path)
# Berechnung der Korrelationsmatrix für ausgewählte Variablen
selected_vars <- hardship_environment %>% 
  select_if(is.numeric)  # Wählt nur numerische Spalten für die Korrelationsanalyse

cor_matrix <- cor(selected_vars, use = "complete.obs")  # Berechnung der Korrelation unter Ausschluss von NA-Werten

# Umwandlung der Korrelationsmatrix in einen übersichtlichen Datenrahmen
cor_data_frame <- as.data.frame(as.table(cor_matrix))

# Umbenennen der Spalten für eine bessere Lesbarkeit
names(cor_data_frame) <- c("Variable1", "Variable2", "Correlation")

# Filtern der Ergebnisse für bessere Übersichtlichkeit, optional
# cor_data_frame <- cor_data_frame %>% 
#   filter(Variable1 != Variable2) %>%  # Entfernt Diagonale (1.0 Werte)
#   arrange(desc(abs(Correlation)))  # Sortiert die Ergebnisse nach der Stärke der Korrelation

# Anzeigen der ersten Zeilen des Datenrahmens
#view(cor_data_frame)

Corrlation Heatmap with e_-variables

# Auswahl relevanter Spalten
selected_vars <- hardship_environment %>% 
  select(avg_risktaking, starts_with("e_"))

# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot
melted_cor_matrix <- melt(cor_matrix)

# Erstellung der Heatmap mit Korrelationskoeffizienten
library(ggplot2)
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limit = c(-1,1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

Cronbachs Alpha

library(psych)

# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
  select(e_original_gini, e_oth_drinkingwater, e_oth_safewater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, e_ses_unemployment, e_ses_water)

# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
## Some items ( e_ses_unemployment e_ses_water ) were negatively correlated with the first principal component and 
## probably should be reversed.  
## To do this, run the function again with the 'check.keys=TRUE' option
print(alpha_result)
## 
## Reliability analysis   
## Call: alpha(x = items)
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase   mean   sd median_r
##       0.73      0.73    0.86       0.2 2.7 0.037 0.0015 0.52     0.12
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.65  0.73   0.8
## Duhachek  0.66  0.73   0.8
## 
##  Reliability if an item is dropped:
##                         raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_original_gini              0.71      0.71    0.82      0.20 2.5    0.038
## e_oth_drinkingwater          0.66      0.66    0.81      0.16 1.9    0.047
## e_oth_safewater              0.66      0.66    0.80      0.16 1.9    0.048
## e_exp_watersanithyg100k      0.64      0.64    0.81      0.15 1.8    0.050
## e_ses_gini                   0.72      0.72    0.82      0.21 2.6    0.037
## e_ses_school                 0.72      0.72    0.85      0.20 2.5    0.039
## e_exp_disaster               0.75      0.75    0.88      0.23 3.0    0.034
## e_exp_airdeath100k           0.67      0.67    0.82      0.17 2.0    0.046
## e_exp_watersanithyg          0.67      0.67    0.83      0.17 2.1    0.046
## e_ses_unemployment           0.78      0.78    0.89      0.27 3.6    0.030
## e_ses_water                  0.77      0.77    0.88      0.26 3.4    0.031
##                         var.r med.r
## e_original_gini         0.115 0.113
## e_oth_drinkingwater     0.098 0.073
## e_oth_safewater         0.093 0.082
## e_exp_watersanithyg100k 0.097 0.082
## e_ses_gini              0.112 0.113
## e_ses_school            0.118 0.113
## e_exp_disaster          0.128 0.230
## e_exp_airdeath100k      0.109 0.073
## e_exp_watersanithyg     0.110 0.073
## e_ses_unemployment      0.106 0.230
## e_ses_water             0.111 0.230
## 
##  Item statistics 
##                           n  raw.r  std.r  r.cor r.drop     mean sd
## e_original_gini         103  0.513  0.514  0.529  0.366  1.7e-02  1
## e_oth_drinkingwater     102  0.790  0.793  0.829  0.712 -7.6e-15  1
## e_oth_safewater         103  0.813  0.814  0.858  0.740  1.1e-16  1
## e_exp_watersanithyg100k 103  0.869  0.869  0.897  0.814  2.2e-17  1
## e_ses_gini              103  0.445  0.445  0.457  0.289  1.8e-15  1
## e_ses_school            103  0.497  0.497  0.432  0.349 -1.9e-17  1
## e_exp_disaster          103  0.259  0.259  0.100  0.087  3.0e-16  1
## e_exp_airdeath100k      103  0.749  0.749  0.746  0.655  1.6e-15  1
## e_exp_watersanithyg     103  0.733  0.733  0.706  0.634  7.1e-17  1
## e_ses_unemployment      103 -0.015 -0.016 -0.186 -0.187  6.8e-16  1
## e_ses_water             103  0.068  0.067 -0.061 -0.107  6.7e-17  1

Corrlation Heatmap without e_ses_water, e_ses_unemployment

library(dplyr)
library(ggplot2)
library(reshape2)  # Sollte geladen sein, wenn `melt` verwendet wird

# Auswahl relevanter Spalten, ausschließend e_ses_water und e_ses_unemployment
selected_vars <- hardship_environment %>%
  select(avg_risktaking, starts_with("e_"), -e_ses_water, -e_ses_unemployment, -e_oth_safewater, -e_original_gini)

# Berechnung der Korrelationsmatrix für ausgewählte Variablen
cor_matrix <- cor(selected_vars, use = "complete.obs")

# Umwandlung der Korrelationsmatrix in einen Datensatz für ggplot mit `melt` aus dem reshape2-Paket
melted_cor_matrix <- melt(cor_matrix)

# Erstellung der Heatmap mit Korrelationskoeffizienten
ggplot(melted_cor_matrix, aes(Var1, Var2, fill = value)) +
  geom_tile() +  # Zeichnet die Kacheln
  geom_text(aes(label = sprintf("%.2f", value)), color = "black", size = 3) +  # Fügt die Korrelationskoeffizienten hinzu
  scale_fill_gradient2(midpoint = 0, low = "blue", high = "red", mid = "white", limits = c(-1, 1)) +
  theme_minimal() +
  theme(axis.text.x = element_text(angle = 45, hjust = 1), axis.text.y = element_text(angle = 45, hjust = 1)) +
  labs(fill = "Korrelation", x = NULL, y = NULL) +
  coord_fixed()

Cronbachs Alpha

library(psych)

# Sicherstellen, dass alle relevanten 'HS_'-Spalten ausgewählt werden
items <- hardship_environment %>%
  select(e_oth_drinkingwater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg)

# Berechnung von Cronbachs Alpha
alpha_result <- alpha(items)
print(alpha_result)
## 
## Reliability analysis   
## Call: alpha(x = items)
## 
##   raw_alpha std.alpha G6(smc) average_r S/N   ase     mean   sd median_r
##       0.77      0.77    0.81      0.32 3.3 0.034 -0.00021 0.64     0.29
## 
##     95% confidence boundaries 
##          lower alpha upper
## Feldt     0.69  0.77  0.83
## Duhachek  0.70  0.77  0.83
## 
##  Reliability if an item is dropped:
##                         raw_alpha std.alpha G6(smc) average_r S/N alpha se
## e_oth_drinkingwater          0.68      0.68    0.74      0.26 2.1    0.047
## e_exp_watersanithyg100k      0.66      0.66    0.70      0.24 1.9    0.051
## e_ses_gini                   0.80      0.80    0.82      0.41 4.1    0.029
## e_ses_school                 0.76      0.76    0.79      0.34 3.1    0.036
## e_exp_disaster               0.82      0.82    0.85      0.42 4.4    0.027
## e_exp_airdeath100k           0.70      0.70    0.76      0.28 2.3    0.045
## e_exp_watersanithyg          0.69      0.69    0.76      0.28 2.3    0.045
##                         var.r med.r
## e_oth_drinkingwater     0.079  0.23
## e_exp_watersanithyg100k 0.064  0.17
## e_ses_gini              0.074  0.47
## e_ses_school            0.083  0.23
## e_exp_disaster          0.072  0.47
## e_exp_airdeath100k      0.081  0.23
## e_exp_watersanithyg     0.087  0.17
## 
##  Item statistics 
##                           n raw.r std.r r.cor r.drop     mean sd
## e_oth_drinkingwater     102  0.83  0.84 0.834  0.747 -7.6e-15  1
## e_exp_watersanithyg100k 103  0.90  0.90 0.941  0.837  2.2e-17  1
## e_ses_gini              103  0.35  0.35 0.209  0.139  1.8e-15  1
## e_ses_school            103  0.57  0.57 0.483  0.387 -1.9e-17  1
## e_exp_disaster          103  0.29  0.29 0.084  0.073  3.0e-16  1
## e_exp_airdeath100k      103  0.78  0.78 0.763  0.664  1.6e-15  1
## e_exp_watersanithyg     103  0.79  0.79 0.756  0.677  7.1e-17  1
hardship_environment <- hardship_environment %>% select(COUNTRY, country, avg_risktaking, e_oth_drinkingwater, e_exp_watersanithyg100k, e_ses_gini, e_ses_school, e_exp_disaster, e_exp_airdeath100k, e_exp_watersanithyg, hardship_environment_index)
write.csv(hardship_environment, file = file.path(base_path, "hardship_environment.csv"), row.names = FALSE)